Learning Bayesian Network Structure from Massive Datasets: The "Sparse Candidate" Algorithm

23 January 2013

Papers citing "Learning Bayesian Network Structure from Massive Datasets: The "Sparse Candidate" Algorithm"

19 / 19 papers shown

Title
Optimal estimation of Gaussian (poly)trees Yuhao Wang Ming Gao Wai Ming Tai Bryon Aragam Arnab Bhattacharyya TPM 16 1 0 09 Feb 2024
Learning bounded-degree polytrees with known skeleton Davin Choo Joy Qiping Yang Arnab Bhattacharyya C. Canonne 18 2 0 10 Oct 2023
A Survey on Causal Discovery Methods for I.I.D. and Time Series Data Uzma Hasan Emam Hossain Md. Osman Gani CML AI4TS 26 24 0 27 Mar 2023
Learning and interpreting asymmetry-labeled DAGs: a case study on COVID-19 fear Manuele Leonelli Gherardo Varando CML 16 6 0 02 Jan 2023
Highly Efficient Structural Learning of Sparse Staged Trees Manuele Leonelli Gherardo Varando 10 13 0 14 Jun 2022
Efficient Bayesian network structure learning via local Markov boundary search Ming Gao Bryon Aragam 27 17 0 12 Oct 2021
A survey of Bayesian Network structure learning N. K. Kitson Anthony C. Constantinou Zhi-gao Guo Yang Liu Kiattikun Chobtham CML 24 181 0 23 Sep 2021
Causal Queries from Observational Data in Biological Systems via Bayesian Networks: An Empirical Study in Small Networks Alex E. White Matthieu Vignes CML 12 5 0 04 May 2018
Efficient Sampling and Structure Learning of Bayesian Networks Jack Kuipers Polina Suter G. Moffa TPM CML 21 69 0 21 Mar 2018
Learning Quadratic Variance Function (QVF) DAG models via OverDispersion Scoring (ODS) G. Park Garvesh Raskutti CML 16 45 0 28 Apr 2017
High-dimensional consistency in score-based and hybrid structure learning Preetam Nandy Alain Hauser Marloes H. Maathuis 39 128 0 09 Jul 2015
A hybrid algorithm for Bayesian network structure learning with application to multi-label learning Maxime Gasse A. Aussem H. Elghazel 19 88 0 18 Jun 2015
Selective Greedy Equivalence Search: Finding Optimal Bayesian Networks Using a Polynomial Number of Score Evaluations D. M. Chickering Christopher Meek 33 27 0 06 Jun 2015
SparsityBoost: A New Scoring Function for Learning Bayesian Network Structure Eliot Brenner David Sontag 49 41 0 26 Sep 2013
A Transformational Characterization of Equivalent Bayesian Network Structures D. M. Chickering 151 416 0 20 Feb 2013
Mix-nets: Factored Mixtures of Gaussians in Bayesian Networks With Mixed Continuous And Discrete Variables S. Davies A. Moore TPM 33 31 0 16 Jan 2013
Improving the Scalability of Optimal Bayesian Network Learning with External-Memory Frontier Breadth-First Branch and Bound Search Brandon M. Malone Changhe Yuan E. Hansen S. Bridges 45 42 0 14 Feb 2012
On Identifying Significant Edges in Graphical Models of Molecular Networks M. Scutari R. Nagarajan 60 167 0 05 Apr 2011
Which graphical models are difficult to learn? Andrea Montanari J. A. Pereira 52 90 0 30 Oct 2009